{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 8 避免过度绘图Avoid Overplotting\n",
    "过度绘图是散点图及几天常见图表中最常见的问题之一。如下图所示当数据集很大时，散点图的点会重叠，使得图形变得不可读。在这篇文章中，提出了多种方法避免过度绘图。该章节主要内容有:\n",
    "1. 减小点的大小 reduce the dot size\n",
    "2. 使用透明度 use transparency\n",
    "3. 使用二维密度图 2D density graph\n",
    "4. 数据采样 Sample data\n",
    "5. 特定数据显示 Show a specific group\n",
    "6. 分组显示 Show putative structure\n",
    "7. 多图显示 faceting\n",
    "8. 数据分离 jitter\n",
    "9. 3D显示 3D image plot \n",
    "10. 边际图 Marginal distribution plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# libraries and data\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    " \n",
    "# Dataset:\n",
    "df=pd.DataFrame({'x': np.random.normal(10, 1.2, 20000), 'y': np.random.normal(10, 1.2, 20000), 'group': np.repeat('A',20000) })\n",
    "tmp1=pd.DataFrame({'x': np.random.normal(14.5, 1.2, 20000), 'y': np.random.normal(14.5, 1.2, 20000), 'group': np.repeat('B',20000) })\n",
    "tmp2=pd.DataFrame({'x': np.random.normal(9.5, 1.5, 20000), 'y': np.random.normal(15.5, 1.5, 20000), 'group': np.repeat('C',20000) })\n",
    "df=df.append(tmp1).append(tmp2)\n",
    "\n",
    "# plot\n",
    "sns.regplot(x='x', y='y', data=df, marker='o',fit_reg=False)\n",
    "plt.xlabel('Value of X');\n",
    "plt.ylabel('Value of Y');\n",
    "plt.title('Overplotting looks like that:', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 减小点的大小 reduce the dot size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot with small marker size scatter_kws控制点的大小\n",
    "sns.regplot(x='x', y='y', data=df, marker='o',fit_reg=False, scatter_kws={\"s\":0.01})\n",
    "plt.xlabel('Value of X')\n",
    "plt.ylabel('Value of Y')\n",
    "plt.title('Overplotting? Try to reduce the dot size', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 使用透明度 use transparency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot with transparency\n",
    "sns.regplot(x='x', y='y', data=df, marker='o',fit_reg=False, scatter_kws={\"color\":\"purple\",\"alpha\":0.5,\"s\":0.1})\n",
    " \n",
    "# Titles\n",
    "plt.xlabel('Value of X')\n",
    "plt.ylabel('Value of Y')\n",
    "plt.title('Overplotting? Try to use transparency', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 使用二维密度图 2D density graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D density plot, kdeplot调用二维密度函数\n",
    "sns.kdeplot(df.x, df.y, cmap=\"Reds\", shade=True)\n",
    "plt.title('Overplotting? Try 2D density graph', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 数据采样 Sample data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample 1000 random lines 随机获得1000个点\n",
    "df_sample=df.sample(1000)\n",
    " \n",
    "# plot\n",
    "sns.regplot(x='x', y='y', data=df_sample, marker='o',fit_reg=False)\n",
    "plt.xlabel('Value of X');\n",
    "plt.ylabel('Value of Y');\n",
    "plt.title('Overplotting? Sample data', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 特定数据显示 Show a specific group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter the data randomly 筛选数据\n",
    "df_filtered = df[ df['group'] == 'A']\n",
    "# 基于matplotlib绘制主要显示的类别数据\n",
    "# Plot the whole dataset\n",
    "plt.plot( df['x'], df['y'], linestyle='', marker='o', markersize=1.5, color=\"grey\", alpha=0.3, label='other group')\n",
    "# Add the group to study\n",
    "plt.plot( df_filtered['x'], df_filtered['y'], linestyle='', marker='o', markersize=1.5, alpha=0.3, label='group A')\n",
    " \n",
    "# Add titles and legend\n",
    "plt.legend(markerscale=8)\n",
    "plt.xlabel('Value of X')\n",
    "plt.ylabel('Value of Y')\n",
    "plt.title('Overplotting? Show a specific group', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 分组显示 Show putative structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot 不同组显示不同的颜色\n",
    "sns.lmplot( x=\"x\", y=\"y\", data=df, fit_reg=False, hue='group', legend=False, palette=\"Accent\", scatter_kws={\"alpha\":0.1,\"s\":15} )\n",
    " \n",
    "# Legend\n",
    "plt.legend(loc='lower right', markerscale=2)\n",
    " \n",
    "# titles\n",
    "plt.xlabel('Value of X')\n",
    "plt.ylabel('Value of Y')\n",
    "plt.title('Overplotting? Show putative structure', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. 多图显示 faceting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use seaborn for easy faceting\n",
    "# 应用多绘图网格函数FacetGrid实例化group，其中根据col=\"group\"分组。\n",
    "g = sns.FacetGrid(df, col=\"group\", hue=\"group\")\n",
    "g = (g.map(plt.scatter, \"x\", \"y\", edgecolor=\"w\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. 数据分离 jitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dataset:\n",
    "a=np.concatenate([np.random.normal(2, 4, 1000), np.random.normal(4, 4, 1000), np.random.normal(1, 2, 500), np.random.normal(10, 2, 500), np.random.normal(8, 4, 1000), np.random.normal(10, 4, 1000)])\n",
    "df=pd.DataFrame({'x': np.repeat( range(1,6), 1000), 'y': a })\n",
    " \n",
    "# plot\n",
    "sns.regplot(x='x', y='y', data=df, marker='o',fit_reg=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A scatterplot with jitter\n",
    "sns.stripplot(df.x, df.y, jitter=0.2, size=2)\n",
    "plt.title('Overplotting? Use jitter when x data are not really continuous', loc='left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. 3D显示 3D image plot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# libraries\n",
    "from scipy.stats import kde\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    " \n",
    "# Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents\n",
    "nbins=300\n",
    "k = kde.gaussian_kde([df.x,df.y])\n",
    "xi, yi = np.mgrid[ df.x.min():df.x.max():nbins*1j, df.y.min():df.y.max():nbins*1j]\n",
    "zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n",
    " \n",
    "# Transform it in a dataframe\n",
    "data=pd.DataFrame({'x': xi.flatten(), 'y': yi.flatten(), 'z': zi })\n",
    " \n",
    "# Make the plot\n",
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d')\n",
    "ax.plot_trisurf(data.x, data.y, data.z, cmap=plt.cm.Spectral, linewidth=0.2)\n",
    "# Adapt angle, first number is up/down, second number is right/left\n",
    "ax.view_init(30, 80)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. 边际图 Marginal distribution plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D density + marginal distribution:\n",
    "sns.jointplot(x=df.x, y=df.y, kind='kde');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
